• DocumentCode
    2188107
  • Title

    Fixed-Lag Smoothing for Low-Delay Predictive Coding with Noise Shaping for Lossy Networks

  • Author

    Arildsen, Thomas ; Ostergaard, Jan ; Murthi, Manohar N. ; Andersen, Soren Vang ; Jensen, Soren Holdt

  • Author_Institution
    Dept. of Electron. Syst., Aalborg Univ., Aalborg, Denmark
  • fYear
    2010
  • fDate
    24-26 March 2010
  • Firstpage
    279
  • Lastpage
    287
  • Abstract
    We consider linear predictive coding and noise shaping for coding and transmission of auto-regressive (AR) sources over lossy networks. We generalize an existing framework to arbitrary filter orders and propose use of fixed-lag smoothing at the decoder, in order to further reduce the impact of transmission failures. We show that fixed-lag smoothing up to a certain delay can be obtained without additional computational complexity by exploiting the state-space structure. We prove that the proposed smoothing strategy strictly improves performance under quite general conditions. Finally, we provide simulations on AR sources, and channels with correlated losses, and show that substantial improvements are possible.
  • Keywords
    autoregressive processes; computational complexity; decoding; filtering theory; linear codes; smoothing methods; autoregressive sources; computational complexity; decoder; fixed-lag smoothing strategy; linear predictive coding; lossy networks; low-delay predictive coding; noise shaping; state-space structure; Computational complexity; Computational modeling; Decoding; Delay; Filters; Linear predictive coding; Noise shaping; Predictive coding; Propagation losses; Smoothing methods; Kalman filtering; differential pulse code modulation; erasure channels; fixed-lag smoothing; joint source-channel coding; linear predictive coding; quantization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Compression Conference (DCC), 2010
  • Conference_Location
    Snowbird, UT
  • ISSN
    1068-0314
  • Print_ISBN
    978-1-4244-6425-8
  • Type

    conf

  • DOI
    10.1109/DCC.2010.33
  • Filename
    5453446